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app.py
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# Pràctica 26/05/2025 - Agent amb eines noves: traductor i resumidor
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# 1. Instal·lació automàtica de llibreries (al principi del fitxer)
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import subprocess
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import sys
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def install(package):
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subprocess.check_call([sys.executable, "-m", "pip", "install", package])
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# Instalar primero las dependencias pesadas
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install("torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu")
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install("transformers")
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install("deep-translator")
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install("langchain")
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install("sentencepiece")
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# 2. Importaciones después de las instalaciones
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from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel, load_tool, tool
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import datetime
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import requests
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import pytz
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import yaml
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from tools.final_answer import FinalAnswerTool
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from Gradio_UI import GradioUI
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from langchain.tools import Tool
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# 3. Configuración del traductor (no requiere PyTorch/TensorFlow)
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from deep_translator import GoogleTranslator
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"""Traduce texto a inglés usando Google Translate"""
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try:
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return GoogleTranslator(source='auto', target='en').translate(text)
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except Exception as e:
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return f"Error en traducción: {str(e)}"
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translate_tool = Tool(
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name="TextTranslator",
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func=translate_text,
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description="Translate input text to English. Input can be in any language."
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)
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# 4. Configuración alternativa del resumidor (sin PyTorch/TensorFlow)
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from transformers import pipeline
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try:
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# Intentamos cargar un modelo pequeño que pueda funcionar sin GPU
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summarizer = pipeline("summarization", model="sshleifer/distilbart-cnn-12-6")
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except:
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# Fallback a una implementación más simple si falla
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def simple_summarizer(text: str) -> str:
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"""Resumen básico tomando las primeras oraciones"""
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sentences = text.split('.')
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return '. '.join(sentences[:3]) + '.' if len(sentences) > 3 else text
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summarizer = simple_summarizer
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def summarize_text(text: str) -> str:
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try:
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if callable(summarizer):
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summary = summarizer(text, max_length=130, min_length=30, do_sample=False)
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return summary[0]['summary_text'] if isinstance(summary, list) else summary
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return summarizer(text)
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except Exception as e:
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return f"Error en resumen: {str(e)}"
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description
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# 5. Herramientas adicionales
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@tool
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def get_current_time_in_timezone(timezone: str) -> str:
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"""
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try:
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tz = pytz.timezone(timezone)
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local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
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return f"The current local time in {timezone} is: {local_time}"
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except Exception as e:
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return f"Error fetching time: {str(e)}"
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# 6. Configuración del agente
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final_answer = FinalAnswerTool()
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model = HfApiModel(
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max_tokens=2096,
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temperature=0.5,
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custom_role_conversions=None,
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)
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try:
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image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True)
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except:
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@tool
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def image_generation_tool(prompt: str) -> str:
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return "Image generation disabled in this environment"
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with open("prompts.yaml", 'r') as stream:
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prompt_templates = yaml.safe_load(stream)
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agent = CodeAgent(
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model=model,
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tools=[
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prompt_templates=prompt_templates
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)
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# 8. Iniciar la interfaz
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GradioUI(agent).launch()
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from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool
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import datetime
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import requests
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import pytz
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import yaml
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from tools.final_answer import FinalAnswerTool
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from Gradio_UI import GradioUI
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# Below is an example of a tool that does nothing. Amaze us with your creativity !
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@tool
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def my_custom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return type
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#Keep this format for the description / args / args description but feel free to modify the tool
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"""A tool that does nothing yet
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Args:
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arg1: the first argument
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arg2: the second argument
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"""
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return "What magic will you build ?"
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@tool
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def get_current_time_in_timezone(timezone: str) -> str:
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"""A tool that fetches the current local time in a specified timezone.
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Args:
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timezone: A string representing a valid timezone (e.g., 'America/New_York').
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"""
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try:
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# Create timezone object
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tz = pytz.timezone(timezone)
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# Get current time in that timezone
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local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
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return f"The current local time in {timezone} is: {local_time}"
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except Exception as e:
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return f"Error fetching time for timezone '{timezone}': {str(e)}"
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final_answer = FinalAnswerTool()
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# If the agent does not answer, the model is overloaded, please use another model or the following Hugging Face Endpoint that also contains qwen2.5 coder:
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# model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud'
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model = HfApiModel(
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max_tokens=2096,
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temperature=0.5,
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# The following two models were given originally but are giving Error
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# model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded
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# model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud',
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# Mistral works well. but writes its own tools
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model_id = "mistralai/Mistral-Small-3.1-24B-Instruct-2503",
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# model_id = "mistralai/Mistral-Nemo-Instruct-2407",
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# model_id = "microsoft/Phi-3-mini-4k-instruct",
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custom_role_conversions=None,
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)
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# Import tool from Hub
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image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True)
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with open("prompts.yaml", 'r') as stream:
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prompt_templates = yaml.safe_load(stream)
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agent = CodeAgent(
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model=model,
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tools=[final_answer, image_generation_tool, get_current_time_in_timezone, my_custom_tool], ## add your tools here (don't remove final answer)
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#tools=[final_answer, image_generation_tool, my_custom_tool, DuckDuckGoSearchTool()], ## add your tools here (don't remove final answer)
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max_steps=6,
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verbosity_level=1,
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grammar=None,
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planning_interval=None,
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name=None,
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description=None,
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prompt_templates=prompt_templates
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)
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GradioUI(agent).launch()
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